Who Owns The Next Move
A deleted Apex test class and lessons from monkey management changed how I hand work to agents and decide when they should ask.
Divings by Sangam
Gathering the notes.
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Notes from the field
Ideas from the field.
Model tests, deep explorations, and guest conversations on AI, Salesforce, and the work of building. Every article lives here, in full.
The complete archive
06 articles
The Model Scores, My Code Decides
Three Salesforce demos with Jev exposed the difference between a model’s score and the decisions my code still has to own.
I Talked. ChatGPT Did the Salesforce Work.
I used ChatGPT voice mode to inspect Salesforce flows, compare metadata with documentation, and steer the work through conversation.
Vibe Coding is Real Now
Testing Salesforce’s Claude plugin against a missing field, real org metadata, and user-mode permissions changed what I expected from AI coding.
The Hour I Had ⏳
I exhausted an agentic Salesforce trial in under an hour—and lost the chance to measure the tool before deciding what it was worth.
The Context Was Always the Problem
Salesforce can give an agent the org context it needs. Deciding when to stop, what to verify, and whether to write code is still a method I have to own.